{
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"
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"
    }
   },
   "cell_type": "markdown",
   "id": "d66888ae",
   "metadata": {},
   "source": [
    "## 数据分析咖哥十话\n",
    "\n",
    "## 第1话 横看成岭侧成峰：用用户画像揭示秘密\n",
    "\n",
    "**题解** 用户画像是根据业务需求，对用户的人口统计特征、社会属性及行为标签进行有目的性的提炼，包括用户人口统计学特征画像、用户行为画像、用户兴趣画像等。本话题目借用苏轼的名句“横看成岭侧成峰”暗示对于不同的用户群体而言，同样的广告、推广文案或者促销获客活动有可能产生完全不同的效果。\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "<center>用户画像</center>\n",
    "\n",
    "**详细内容请参考拙作：《数据分析咖哥十话》** 人民邮电出版社2022年出版\n",
    "\n",
    "![image-2.png](attachment:image-2.png)\n",
    "\n",
    "购书链接：https://item.jd.com/13335199.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ce9ee5d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # 导入数学计算工具包\n",
    "import pandas as pd # 导入数据处理工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "33ba1bcb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>用户编号</th>\n",
       "      <th>年龄</th>\n",
       "      <th>性别</th>\n",
       "      <th>状态</th>\n",
       "      <th>下单次数</th>\n",
       "      <th>视力</th>\n",
       "      <th>年收入</th>\n",
       "      <th>年消费</th>\n",
       "      <th>近期购买产品</th>\n",
       "      <th>已注册月</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>U004</td>\n",
       "      <td>19</td>\n",
       "      <td>女</td>\n",
       "      <td>单身</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>22973</td>\n",
       "      <td>85</td>\n",
       "      <td>贝尔防蓝光眼镜(高级黑)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>U067</td>\n",
       "      <td>36</td>\n",
       "      <td>女</td>\n",
       "      <td>单身</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>34343</td>\n",
       "      <td>94</td>\n",
       "      <td>贝尔防蓝光眼镜(高级黑)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>U147</td>\n",
       "      <td>24</td>\n",
       "      <td>女</td>\n",
       "      <td>单身</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>51006</td>\n",
       "      <td>100</td>\n",
       "      <td>9色钻石珠光眼影盘</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>U149</td>\n",
       "      <td>24</td>\n",
       "      <td>男</td>\n",
       "      <td>单身</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>62291</td>\n",
       "      <td>200</td>\n",
       "      <td>9色钻石珠光眼影盘</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>U087</td>\n",
       "      <td>21</td>\n",
       "      <td>女</td>\n",
       "      <td>有朋友</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>22973</td>\n",
       "      <td>53</td>\n",
       "      <td>敦乐视疲劳滴眼液(13ML)</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   用户编号  年龄 性别   状态  下单次数  视力    年收入  年消费          近期购买产品  已注册月\n",
       "0  U004  19  女   单身     3   3  22973   85    贝尔防蓝光眼镜(高级黑)     2\n",
       "1  U067  36  女   单身     4   3  34343   94    贝尔防蓝光眼镜(高级黑)     2\n",
       "2  U147  24  女   单身     4   5  51006  100       9色钻石珠光眼影盘     6\n",
       "3  U149  24  男   单身     5   5  62291  200       9色钻石珠光眼影盘     6\n",
       "4  U087  21  女  有朋友     2   2  22973   53  敦乐视疲劳滴眼液(13ML)     2"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user = pd.read_csv('爆款产品.csv') # 载入数据集\n",
    "df_user.head() # 显示前5 行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dd44ae03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(180, 10)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_user.shape #df_user 的形状"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "95f69485",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt # 导入Matplotlib 的pyplot 模块\n",
    "import seaborn as sns # 导入Seaborn\n",
    "plt.rcParams[\"font.family\"]=['SimHei'] #用来设定字体样式\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来设定无衬线字体样式\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号\n",
    "# 显示数据集中各个特征的分布情况\n",
    "features=[ '近期购买产品', '年龄', '性别', '状态',\n",
    "    '下单次数', '视力', '年收入', '年消费']\n",
    "fig=plt.subplots(figsize=(15, 15)) # 创建图窗和一组子图\n",
    "for i, j in enumerate(features): # 遍历特征， i 是序列号，j 是字段名\n",
    "    plt.subplot(4, 2, i+1) # 设定子图位置\n",
    "    plt.subplots_adjust(hspace = 0.5) # 调整子图的间距\n",
    "    # 计数图中将变量之一视为分类变量，并在相关轴的序数位置 (0、1、…、n) 绘制数据图像\n",
    "    sns.countplot(x=j, data = df_user) # 绘制的子计数图是跨分类变量的直方图\n",
    "    plt.title(\"用户数\") # 设置标题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8f705f06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>性别</th>\n",
       "      <th>女</th>\n",
       "      <th>男</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>近期购买产品</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9色钻石珠光眼影盘</th>\n",
       "      <td>33</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>敦乐视疲劳滴眼液(13ML)</th>\n",
       "      <td>31</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贝尔防蓝光眼镜(高级黑)</th>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "性别               女   男\n",
       "近期购买产品                \n",
       "9色钻石珠光眼影盘       33   7\n",
       "敦乐视疲劳滴眼液(13ML)  31  29\n",
       "贝尔防蓝光眼镜(高级黑)    40  40"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 近期购买产品和性别的交叉统计表\n",
    "pd.crosstab(df_user['近期购买产品'],df_user['性别'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fbdfaf3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='近期购买产品', ylabel='count'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不同性别用户的近期购买产品对比计数图\n",
    "sns.countplot(x=\"近期购买产品\", hue=\"性别\", data=df_user)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ef82164f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>用户编号</th>\n",
       "      <th>年龄</th>\n",
       "      <th>性别</th>\n",
       "      <th>状态</th>\n",
       "      <th>下单次数</th>\n",
       "      <th>视力</th>\n",
       "      <th>年收入</th>\n",
       "      <th>年消费</th>\n",
       "      <th>近期购买产品</th>\n",
       "      <th>已注册月</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>U147</td>\n",
       "      <td>24</td>\n",
       "      <td>女</td>\n",
       "      <td>单身</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>51006</td>\n",
       "      <td>100</td>\n",
       "      <td>9色钻石珠光眼影盘</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>U149</td>\n",
       "      <td>24</td>\n",
       "      <td>男</td>\n",
       "      <td>单身</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>62291</td>\n",
       "      <td>200</td>\n",
       "      <td>9色钻石珠光眼影盘</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>U141</td>\n",
       "      <td>22</td>\n",
       "      <td>女</td>\n",
       "      <td>单身</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>38658</td>\n",
       "      <td>106</td>\n",
       "      <td>9色钻石珠光眼影盘</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>U167</td>\n",
       "      <td>29</td>\n",
       "      <td>女</td>\n",
       "      <td>有朋友</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>75906</td>\n",
       "      <td>300</td>\n",
       "      <td>9色钻石珠光眼影盘</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>U142</td>\n",
       "      <td>22</td>\n",
       "      <td>女</td>\n",
       "      <td>单身</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>44781</td>\n",
       "      <td>120</td>\n",
       "      <td>9色钻石珠光眼影盘</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   用户编号  年龄 性别   状态  下单次数  视力    年收入  年消费     近期购买产品  已注册月\n",
       "0  U147  24  女   单身     4   5  51006  100  9色钻石珠光眼影盘     6\n",
       "1  U149  24  男   单身     5   5  62291  200  9色钻石珠光眼影盘     6\n",
       "2  U141  22  女   单身     4   3  38658  106  9色钻石珠光眼影盘     4\n",
       "3  U167  29  女  有朋友     7   5  75906  300  9色钻石珠光眼影盘     4\n",
       "4  U142  22  女   单身     3   5  44781  120  9色钻石珠光眼影盘     6"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 构建df_user 的子集df_eyeshade\n",
    "df_eyeshade = df_user.loc[df_user['近期购买产品'] == '9色钻石珠光眼影盘'].reset_index(drop=True)\n",
    "df_eyeshade.head() # 显示前5 行数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8399dd31",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\huangj2\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='年龄', ylabel='Density'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df_eyeshade['年龄']) # 年龄分布直方图（带核密度估计曲线）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "576be6d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='年龄', ylabel='count'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=\"年龄\", hue=\"性别\", data=df_eyeshade) # 不同性别的用户年龄计数图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "22f48c6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>状态</th>\n",
       "      <th>单身</th>\n",
       "      <th>有朋友</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>性别</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>女</th>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>男</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "状态  单身  有朋友\n",
       "性别         \n",
       "女   19   14\n",
       "男    3    4"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 消费人数数据透视表（按性别及有无男女朋友分组）\n",
    "pd.pivot_table(df_eyeshade, '用户编号', index=['性别'],columns=['状态'], aggfunc=len)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4b8b550",
   "metadata": {},
   "source": [
    "**小雪看了看这个表，说道：“嗯，咖哥，我有一个看法——就目前搜集到的眼影盘消费者数据来看，绝大多数的眼影盘消费者是女生。而且，有意思的是购买眼影盘的单身女生人数多于有男朋友的女生。”**\n",
    "\n",
    "那么，你的看法呢？\n",
    "\n",
    "**详细内容请参考拙作：《数据分析咖哥十话》** 人民邮电出版社2022年出版"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  },
  "vscode": {
   "interpreter": {
    "hash": "aaebc22f8edc7a5fe47992dc3c267ce64907c2827358db6f2a2025ed80565d28"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
